STQA - Human-Authored Questions - Forecast MRE: leaderboard

STQA tests stock-focused tabular question answering over historical and forecast data. QR is historical query reasoning, NF numerical forecasting and FR forecast-based reasoning. The SQFRS tool workflow and vanilla prompting are separate configurations. This series reports STQA - Human-Authored Questions - Forecast MRE from 2609.06117v1, S5.T4: Mean Relative Error. Lower is better.

Metric: Mean Relative Error. Source: arxiv.org. Saturation forecast: Around April 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1GPT-OSS-120B0.07#346
2GPT-OSS-20B0.07#527
3Qwen 3 30B A3B0.07#496
4Gemma 4 31B0.08#217

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=stqa-human-authored-questions-forecast-mre · How It Works · Data refreshed daily, snapshot 2026-11-07.